<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
<url>
<loc>https://understudylabs.com</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>1</priority>
</url>
<url>
<loc>https://understudylabs.com/research</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.9</priority>
</url>
<url>
<loc>https://understudylabs.com/glossary</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://understudylabs.com/bench</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://understudylabs.com/bench-sentiment</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://understudylabs.com/bench-operations</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://understudylabs.com/use-cases</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://understudylabs.com/compare</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://understudylabs.com/case-studies</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://understudylabs.com/contact</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://understudylabs.com/llms.txt</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>weekly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://understudylabs.com/team</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://understudylabs.com/privacy</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.3</priority>
</url>
<url>
<loc>https://understudylabs.com/terms</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.3</priority>
</url>
<url>
<loc>https://understudylabs.com/zdr</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.3</priority>
</url>
<url>
<loc>https://understudylabs.com/research/why-domain-experts-not-ml-teams-define-the-reward-signal</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://understudylabs.com/research/open-models-are-not-cheaper-until-they-are-specialized</loc>
<lastmod>2026-05-24T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://understudylabs.com/research/the-optimization-ladder-prompts-sft-rl-and-routing</loc>
<lastmod>2026-05-23T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://understudylabs.com/research/when-to-replace-a-frontier-model-with-a-specialist-model</loc>
<lastmod>2026-05-22T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://understudylabs.com/research/how-production-traces-become-evals</loc>
<lastmod>2026-05-21T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://understudylabs.com/research/how-to-cut-llm-cost-without-making-product-worse</loc>
<lastmod>2026-05-20T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://understudylabs.com/research/small-models-need-output-control-before-training</loc>
<lastmod>2026-05-19T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://understudylabs.com/research/self-distillation-lets-ai-teach-itself</loc>
<lastmod>2026-05-18T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.75</priority>
</url>
<url>
<loc>https://understudylabs.com/use-cases/sales-crm-agents</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://understudylabs.com/use-cases/operations-json-workflows</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://understudylabs.com/use-cases/large-scale-sentiment-labeling</loc>
<lastmod>2026-05-25T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
</urlset>
